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Best Practices

Testing with pytest:

We want to implement tests for the Lambda function.

Installing pytest as a dev dependency using pipenv:

pipenv install --dev pytest

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Week 4 of MLOps-Zoomcamp

Link to Course: https://github.com/DataTalksClub/mlops-zoomcamp

Deployment

Quick recap:

We've learned how to rewrite our training into a workflow. Now we'll study how to deploy the resulting model.

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NOTE: commands and UI are deprecated

Content:

• Negative Engineering
• What is workflow orchestration?
• Introduction to Prefect 2.0
• First Prefect flow and Basics

Workflow Orchestration

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Week 2 of MLOps Zoomcamp

Link to Course: https://github.com/DataTalksClub/mlops-zoomcamp

Introduction to MLflow, ML experiments and model registry.

Introduction:

Definitions:

• ML experiment: the process of building an ML model; The whole process in which a Data Scientist creates and optimizes a model